{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from dipy.data import get_data\n",
    "import nibabel as nib\n",
    "from dipy.io import read_bvals_bvecs\n",
    "from dipy.core.gradients import gradient_table\n",
    "from dipy.reconst.dti import TensorModel\n",
    "from dipy.reconst.dti import fractional_anisotropy\n",
    "from dipy.reconst.dti import color_fa\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "import numpy as np\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def makeColor_fa(fimg, fbval, fbvec):\n",
    "    img = nib.load(fimg)\n",
    "    data = img.get_data()\n",
    "\n",
    "    bvals, bvecs = read_bvals_bvecs(fbval, fbvec)\n",
    "\n",
    "    gtab = gradient_table(bvals, bvecs)\n",
    "\n",
    "    ten = TensorModel(gtab)\n",
    "    tenfit = ten.fit(data)\n",
    "\n",
    "    fa = fractional_anisotropy(tenfit.evals)\n",
    "    cfa = color_fa(fa, tenfit.evecs)\n",
    "    return cfa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\n",
    "fimg='DTI_004.nii.gz'\n",
    "fbvec='DTI_004.bvec'\n",
    "fbval='DTI_004.bval'\n",
    "niixFA = makeColor_fa(fimg, fbval, fbvec)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "fimg='DWIDTI_004.nii'\n",
    "fbvec='DWIDTI_004.bvec'\n",
    "fbval='DWIDTI_004.bval'\n",
    "dcmconvertFA = makeColor_fa(fimg, fbval, fbvec)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5jdrfwBVbyEuLuEM/VsdAsSVY7+A2yjjDOkrcRk1MENQfRDW38YzbRDWNSvXj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6/Mri6utibjN2B55nQ64EvCxYbkA62bIV8vyY5hDWWPpT02GVIq3k+sG3jcBRrbg2Wu+9e5P3ud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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x125db2320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgplot = plt.imshow(niixFA[:,64,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JhPclwlNLdN7aoHCzi4aFrPgJ+kIsJESOT/hxltK8zb+n8v3eVZWelofIh3iS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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x124ba94a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgplot = plt.imshow(dcmconvertFA[:,64,:])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
